{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature Selection Based on Univariate (ANOVA) Test for Classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Watch it here: https://youtu.be/PWZLhr3FfIM\n",
    "\n",
    "Watch Full Playlist: https://www.youtube.com/playlist?list=PLc2rvfiptPSQYzmDIFuq2PqN2n28ZjxDH"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What is Univariate (ANOVA) Test "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The elimination process aims to reduce the size of the input feature set and at the same time to retain the class discriminatory information for classification problems."
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An F-test is any statistical test in which the test statistic has an F-distribution under the null hypothesis. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Analysis of variance (ANOVA) is a collection of statistical models and their associated estimation procedures (such as the \"variation\" among and between groups) used to analyze the differences among group means in a sample."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The F-test is used for comparing the factors of the total deviation. For example, in one-way, or single-factor ANOVA, statistical significance is tested for by comparing the F test statistic"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Classification Problem "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.feature_selection import VarianceThreshold\n",
    "from sklearn.feature_selection import f_classif, f_regression\n",
    "from sklearn.feature_selection import SelectKBest, SelectPercentile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Download DataFiles: https://github.com/laxmimerit/Data-Files-for-Feature-Selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>var3</th>\n",
       "      <th>var15</th>\n",
       "      <th>imp_ent_var16_ult1</th>\n",
       "      <th>imp_op_var39_comer_ult1</th>\n",
       "      <th>imp_op_var39_comer_ult3</th>\n",
       "      <th>imp_op_var40_comer_ult1</th>\n",
       "      <th>imp_op_var40_comer_ult3</th>\n",
       "      <th>imp_op_var40_efect_ult1</th>\n",
       "      <th>imp_op_var40_efect_ult3</th>\n",
       "      <th>...</th>\n",
       "      <th>saldo_medio_var33_hace2</th>\n",
       "      <th>saldo_medio_var33_hace3</th>\n",
       "      <th>saldo_medio_var33_ult1</th>\n",
       "      <th>saldo_medio_var33_ult3</th>\n",
       "      <th>saldo_medio_var44_hace2</th>\n",
       "      <th>saldo_medio_var44_hace3</th>\n",
       "      <th>saldo_medio_var44_ult1</th>\n",
       "      <th>saldo_medio_var44_ult3</th>\n",
       "      <th>var38</th>\n",
       "      <th>TARGET</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
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       "      <td>39205.170000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>34</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>49278.030000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>67333.770000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "      <td>0.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>64007.970000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>39</td>\n",
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       "      <td>117310.979016</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 371 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   ID  var3  var15  imp_ent_var16_ult1  imp_op_var39_comer_ult1  \\\n",
       "0   1     2     23                 0.0                      0.0   \n",
       "1   3     2     34                 0.0                      0.0   \n",
       "2   4     2     23                 0.0                      0.0   \n",
       "3   8     2     37                 0.0                    195.0   \n",
       "4  10     2     39                 0.0                      0.0   \n",
       "\n",
       "   imp_op_var39_comer_ult3  imp_op_var40_comer_ult1  imp_op_var40_comer_ult3  \\\n",
       "0                      0.0                      0.0                      0.0   \n",
       "1                      0.0                      0.0                      0.0   \n",
       "2                      0.0                      0.0                      0.0   \n",
       "3                    195.0                      0.0                      0.0   \n",
       "4                      0.0                      0.0                      0.0   \n",
       "\n",
       "   imp_op_var40_efect_ult1  imp_op_var40_efect_ult3  ...  \\\n",
       "0                        0                        0  ...   \n",
       "1                        0                        0  ...   \n",
       "2                        0                        0  ...   \n",
       "3                        0                        0  ...   \n",
       "4                        0                        0  ...   \n",
       "\n",
       "   saldo_medio_var33_hace2  saldo_medio_var33_hace3  saldo_medio_var33_ult1  \\\n",
       "0                      0.0                      0.0                     0.0   \n",
       "1                      0.0                      0.0                     0.0   \n",
       "2                      0.0                      0.0                     0.0   \n",
       "3                      0.0                      0.0                     0.0   \n",
       "4                      0.0                      0.0                     0.0   \n",
       "\n",
       "   saldo_medio_var33_ult3  saldo_medio_var44_hace2  saldo_medio_var44_hace3  \\\n",
       "0                     0.0                      0.0                      0.0   \n",
       "1                     0.0                      0.0                      0.0   \n",
       "2                     0.0                      0.0                      0.0   \n",
       "3                     0.0                      0.0                      0.0   \n",
       "4                     0.0                      0.0                      0.0   \n",
       "\n",
       "   saldo_medio_var44_ult1  saldo_medio_var44_ult3          var38  TARGET  \n",
       "0                     0.0                     0.0   39205.170000       0  \n",
       "1                     0.0                     0.0   49278.030000       0  \n",
       "2                     0.0                     0.0   67333.770000       0  \n",
       "3                     0.0                     0.0   64007.970000       0  \n",
       "4                     0.0                     0.0  117310.979016       0  \n",
       "\n",
       "[5 rows x 371 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('santander.csv', nrows = 20000)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((20000, 370), (20000,))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = data.drop('TARGET', axis = 1)\n",
    "y = data['TARGET']\n",
    "\n",
    "X.shape, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 0, stratify = y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove Constant, Quasi Constant, and Correlated Features "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove constant and quasi constant features\n",
    "constant_filter = VarianceThreshold(threshold=0.01)\n",
    "constant_filter.fit(X_train)\n",
    "X_train_filter = constant_filter.transform(X_train)\n",
    "X_test_filter = constant_filter.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((16000, 245), (4000, 245))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train_filter.shape, X_test_filter.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove duplicate features\n",
    "X_train_T = X_train_filter.T\n",
    "X_test_T = X_test_filter.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_T = pd.DataFrame(X_train_T)\n",
    "X_test_T = pd.DataFrame(X_test_T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train_T.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "duplicated_features = X_train_T.duplicated()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "features_to_keep = [not index for index in duplicated_features]\n",
    "\n",
    "X_train_unique = X_train_T[features_to_keep].T\n",
    "X_test_unique = X_test_T[features_to_keep].T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((16000, 227), (16000, 370))"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train_unique.shape, X_train.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  Now do F-Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([3.42911520e-01, 1.22929093e+00, 1.61291330e+02, 4.01025132e-01,\n",
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       "        7.58252261e-01, 3.69870284e-01, 6.31366809e-02, 1.39484806e+00,\n",
       "        5.24649450e+00, 8.74444426e-02, 1.20564528e+01, 1.08123286e+00,\n",
       "        8.46910021e-02, 2.36606015e-01, 5.89389684e+00, 2.77252663e-01,\n",
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       "        4.52466899e+00, 2.03980835e-01, 5.87673213e-03, 4.98543138e-02,\n",
       "        5.16359722e-02, 1.09646850e-01, 2.06155459e+00, 2.99184059e+00,\n",
       "        2.21995621e-02, 1.13858713e-01, 1.14255501e+01, 1.13785982e+01,\n",
       "        1.19082872e+01, 1.18528440e+01, 2.65465286e-02, 1.52894509e-01,\n",
       "        4.63685902e+00, 2.10080736e+00, 1.65523608e-01, 2.16891078e-01,\n",
       "        1.40302586e+00, 5.48359285e-01, 6.35218588e-02, 4.88987865e+00,\n",
       "        2.49656443e+00, 4.58216058e+00, 4.15099427e+00, 4.56305342e-01,\n",
       "        1.66491238e-01, 3.90777488e-01, 3.50953637e-01, 5.52484208e+00,\n",
       "        2.37194124e+00, 7.35792170e+00, 7.47930913e+00, 1.19139338e+01,\n",
       "        3.63667170e+00, 1.46817492e+01, 1.40921857e+01, 2.55113543e+00,\n",
       "        7.93363123e-01, 2.95584767e+00, 2.83339311e+00, 4.73780486e-02,\n",
       "        4.26696894e-02, 6.24420202e-02, 6.13788649e-02, 5.70774760e-02,\n",
       "        7.65160310e-02, 1.10327676e-01, 1.26598304e-01, 4.23427422e-02,\n",
       "        1.11726086e-01, 1.17106404e-01, 3.13117156e-01, 1.24267517e-01,\n",
       "        2.84184735e-01, 3.29540269e-01, 1.12297080e+01]),\n",
       " array([5.58161700e-01, 2.67561647e-01, 8.89333290e-37, 5.26569363e-01,\n",
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       "        5.77577141e-05, 6.48544590e-05, 4.79763179e-04, 7.63701483e-01,\n",
       "        3.16255673e-01, 8.76012543e-05, 5.56578484e-56, 4.68990120e-08,\n",
       "        1.11700314e-03, 2.86219940e-07, 4.53647534e-05, 2.16766394e-08,\n",
       "        6.67830586e-07, 3.44933857e-07, 1.10916535e-08, 1.61796584e-03,\n",
       "        1.18682969e-04, 1.07709938e-04, 2.42680916e-04, 8.01812206e-03,\n",
       "        2.24116226e-04, 4.78913410e-03, 7.66573763e-70, 1.80177928e-01,\n",
       "        1.96396787e-01, 5.01825968e-04, 8.68554202e-04, 3.16255673e-01,\n",
       "        1.27861727e-01, 3.66783202e-21, 6.04554908e-03, 2.03825983e-53,\n",
       "        4.68990120e-08, 1.11700314e-03, 3.16348432e-07, 4.62436764e-05,\n",
       "        6.28457802e-08, 7.73029885e-07, 3.44933857e-07, 1.80109375e-02,\n",
       "        1.74590458e-02, 2.40048097e-08, 1.61796584e-03, 4.13329839e-01,\n",
       "        4.11696353e-01, 4.41906921e-01, 1.41063166e-01, 2.10172382e-01,\n",
       "        1.18856798e-04, 1.07709938e-04, 4.28623726e-02, 2.42001211e-02,\n",
       "        5.92762818e-01, 9.82629065e-01, 8.57395823e-01, 5.72793629e-02,\n",
       "        6.08318344e-01, 2.29405921e-01, 1.21683164e-01, 7.13761984e-02,\n",
       "        6.05953475e-01, 2.47785024e-01, 1.41676361e-01, 5.47783585e-08,\n",
       "        4.18717532e-61, 1.80778657e-01, 1.97699723e-01, 4.99635011e-01,\n",
       "        3.49020462e-19, 2.08836652e-02, 6.38201266e-02, 2.02659144e-02,\n",
       "        1.08755946e-02, 7.01140336e-04, 3.55791184e-55, 2.22288988e-01,\n",
       "        2.22967265e-01, 2.44423761e-01, 2.47670413e-02, 7.77184868e-01,\n",
       "        4.41626654e-01, 6.19258331e-03, 1.50177954e-04, 4.63904749e-02,\n",
       "        1.74254389e-05, 4.41259644e-01, 8.02881978e-01, 7.15503084e-01,\n",
       "        6.67404495e-03, 4.94171032e-01, 4.18899308e-01, 1.42788438e-06,\n",
       "        7.66461321e-01, 5.25202939e-01, 7.37565700e-01, 2.68928005e-01,\n",
       "        2.04871607e-03, 5.64782330e-01, 6.11812415e-35, 3.27655140e-01,\n",
       "        5.36925966e-01, 3.69480411e-01, 6.45390733e-01, 8.36970444e-01,\n",
       "        8.36970444e-01, 8.36970444e-01, 5.15117892e-01, 3.27655140e-01,\n",
       "        3.69480411e-01, 5.15117892e-01, 5.13125866e-03, 3.75777233e-01,\n",
       "        8.35934829e-01, 7.04086312e-01, 8.35068733e-01, 8.36970444e-01,\n",
       "        8.54802468e-01, 6.62126552e-01, 5.23847887e-01, 6.79996382e-01,\n",
       "        8.36970444e-01, 4.63861289e-01, 1.70850496e-01, 8.36970444e-01,\n",
       "        8.36970444e-01, 8.36970444e-01, 7.22763262e-01, 6.98323652e-01,\n",
       "        3.83889093e-01, 5.43083617e-01, 8.01608490e-01, 2.37605638e-01,\n",
       "        2.20039777e-02, 7.67455348e-01, 5.17497373e-04, 2.98437634e-01,\n",
       "        7.71041949e-01, 6.26674911e-01, 1.52044006e-02, 5.98514898e-01,\n",
       "        5.19414532e-01, 7.03796034e-01, 2.77935032e-01, 3.36858193e-01,\n",
       "        1.34160887e-04, 1.71887678e-01, 1.97795129e-02, 8.91239914e-01,\n",
       "        1.49493801e-68, 7.62677506e-03, 1.09894509e-04, 8.20840983e-07,\n",
       "        3.34247932e-02, 6.51532760e-01, 9.38895107e-01, 8.23319823e-01,\n",
       "        8.20243529e-01, 7.40550887e-01, 1.51075546e-01, 8.37042875e-02,\n",
       "        8.81559318e-01, 7.35797526e-01, 7.26140977e-04, 7.44713683e-04,\n",
       "        5.60290090e-04, 5.77206713e-04, 8.70574777e-01, 6.95789674e-01,\n",
       "        3.13071224e-02, 1.47240985e-01, 6.84126595e-01, 6.41425380e-01,\n",
       "        2.36235196e-01, 4.58999733e-01, 8.01016915e-01, 2.70286705e-02,\n",
       "        1.14114721e-01, 3.23215275e-02, 4.16265059e-02, 4.99365521e-01,\n",
       "        6.83254631e-01, 5.31899920e-01, 5.53582168e-01, 1.87603701e-02,\n",
       "        1.23553129e-01, 6.68393143e-03, 6.24807382e-03, 5.58595551e-04,\n",
       "        5.65377099e-02, 1.27759206e-04, 1.74681308e-04, 1.10234773e-01,\n",
       "        3.73098519e-01, 8.55867690e-02, 9.23426211e-02, 8.27692918e-01,\n",
       "        8.36351110e-01, 8.02680255e-01, 8.04332893e-01, 8.11179263e-01,\n",
       "        7.82079079e-01, 7.39775741e-01, 7.21990132e-01, 8.36970444e-01,\n",
       "        7.38191886e-01, 7.32198763e-01, 5.75781477e-01, 7.24455979e-01,\n",
       "        5.93978825e-01, 5.65937990e-01, 8.06846135e-04]))"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sel = f_classif(X_train_unique, y_train)\n",
    "sel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "p_values = pd.Series(sel[1])\n",
    "p_values.index = X_train_unique.columns\n",
    "p_values.sort_values(ascending = True, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2802ad4d748>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p_values.plot.bar(figsize = (16, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "p_values = p_values[p_values<0.05]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([ 40, 182,  86,  22, 101,  51,   2, 127,  49,  91,  30,  27,  61,\n",
       "             52,  23,  85,  56,  25,  54,  29,  58,  28,  57, 185, 119, 111,\n",
       "             26,  55,  16,  17,  13,  21,  14,  69,  33, 184,  32,  68, 223,\n",
       "            178, 109, 224,  36,  34,  15,  18,  44, 168, 221, 198, 199, 100,\n",
       "            196, 197, 244,  46,  24,  53,  62,  31, 125,  38, 144,  50, 108,\n",
       "            220, 115, 219, 183,  35,  98, 172,  60,  59, 217, 180,  95,  92,\n",
       "            166,  72, 105, 209, 202, 211, 186, 212,  70, 110],\n",
       "           dtype='int64')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_values.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_p = X_train_unique[p_values.index]\n",
    "X_test_p = X_test_unique[p_values.index]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build the classifiers and compare the performance "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_randomForest(X_train, X_test, y_train, y_test):\n",
    "    clf = RandomForestClassifier(n_estimators=100, random_state=0, n_jobs = -1)\n",
    "    clf.fit(X_train, y_train)\n",
    "    y_pred = clf.predict(X_test)\n",
    "    print('Accuracy: ', accuracy_score(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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      "Accuracy:  0.953\n",
      "Wall time: 814 ms\n"
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      "Wall time: 1.49 s\n"
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